‘I could see myself stepping into that void’: Gavin Newsom on fighting Trump and running in 2028 – podcast

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Spending on AI tools by founders rose 20% last year, according to an in-house study of over 37,000 regional SMEs by Aspire, a Singapore-based fintech firm.

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The threat extends beyond accidental errors. When AI writes the software, the attack surface shifts: an adversary who can poison training data or compromise the model’s API can inject subtle vulnerabilities into every system that AI touches. These are not hypothetical risks. Supply chain attacks are already among the most damaging in cybersecurity, and AI-generated code creates a new supply chain at a scale that did not previously exist. Traditional code review cannot reliably detect deliberately subtle vulnerabilities, and a determined adversary can study the test suite and plant bugs specifically designed to evade it. A formal specification is the defense: it defines what “correct” means independently of the AI that produced the code. When something breaks, you know exactly which assumption failed, and so does the auditor.

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virtual functions and inheritance. We studied how Clang handles classes in C++